Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "170" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 225 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 218 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
--------------------------------------------------------------------------- KeyError Traceback (most recent call last) ~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance) 3360 try: -> 3361 return self._engine.get_loc(casted_key) 3362 except KeyError as err: ~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc() ~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc() pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item() pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item() KeyError: 'Ant' The above exception was the direct cause of the following exception: KeyError Traceback (most recent call last) /tmp/ipykernel_31149/3863632283.py in <module> 8 # Add this day to the antenna 9 row = df.loc[n] ---> 10 antnum = row['Ant'] 11 if antnum != int(antenna): 12 continue ~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in __getitem__(self, key) 940 941 elif key_is_scalar: --> 942 return self._get_value(key) 943 944 if is_hashable(key): ~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in _get_value(self, label, takeable) 1049 1050 # Similar to Index.get_value, but we do not fall back to positional -> 1051 loc = self.index.get_loc(label) 1052 return self.index._get_values_for_loc(self, loc, label) 1053 ~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance) 3361 return self._engine.get_loc(casted_key) 3362 except KeyError as err: -> 3363 raise KeyError(key) from err 3364 3365 if is_scalar(key) and isna(key) and not self.hasnans: KeyError: 'Ant'
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 102.363947 | 103.658876 | inf | inf | 32.656509 | 31.302299 | 89.600472 | 95.464980 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459593 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.074959 | 2.538877 | 24.274150 | 17.019897 | 17.034690 | 14.288913 | 8.028395 | 4.024901 | 0.6562 | 0.6656 | 0.3230 | 4.883531 | 4.671862 |
| 2459592 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 3.237675 | 3.357189 | 56.198002 | 52.643698 | 8.428627 | 18.415167 | -1.331755 | 1.803612 | 0.7343 | 0.7636 | 0.4033 | nan | nan |
| 2459591 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.878504 | 3.350739 | 28.286964 | 19.980374 | 14.801907 | 11.026227 | -1.188638 | 0.049754 | 0.6265 | 0.6487 | 0.4033 | 4.231849 | 4.105615 |
| 2459590 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 361.315361 | 361.601119 | inf | inf | 31.419905 | 36.301011 | 212.635115 | 207.545223 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459589 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 338.397506 | 339.154027 | inf | inf | 56.363633 | 59.067387 | 424.108781 | 432.229856 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459588 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 225.663728 | 226.363328 | inf | inf | 23.396582 | 27.110528 | 19.135656 | 16.707727 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459587 | digital_ok | 100.00% | - | - | - | 100.00% | 0.00% | 7.317546 | 4.090002 | 40.144431 | 29.032245 | 2.533847 | 2.556894 | -0.487913 | -1.295753 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459586 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.717593 | 0.680739 | 3.261871 | 1.228178 | 6.198461 | 5.455594 | 1.415714 | 0.005565 | 0.6281 | 0.6492 | 0.3850 | 4.848286 | 4.362335 |
| 2459585 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 34.861840 | 34.410103 | 23.851727 | 21.062088 | 7.432648 | 7.326266 | -1.605223 | 5.765330 | 0.6855 | 0.7105 | 0.3157 | 0.000000 | 0.000000 |
| 2459584 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 19.875025 | 15.759129 | 40.816934 | 27.858156 | 10.370141 | 8.847208 | 21.190556 | 20.837446 | 0.5842 | 0.6113 | 0.4019 | 0.000000 | 0.000000 |
| 2459583 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.739530 | 2.850085 | 11.752246 | 7.864078 | 11.256119 | 7.558746 | -0.592757 | -0.020600 | 0.6181 | 0.6413 | 0.4267 | -0.000000 | -0.000000 |
| 2459582 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.312435 | 2.762129 | 10.771727 | 7.862377 | 14.094705 | 10.898524 | -0.670842 | -0.548257 | 0.6289 | 0.6509 | 0.4175 | 6.120401 | 5.160487 |
| 2459581 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.407379 | 4.210803 | 11.181133 | 8.476526 | 11.068226 | 3.035781 | 0.125848 | 0.089327 | 0.6291 | 0.6504 | 0.4179 | 3.830383 | 3.419963 |
| 2459580 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.824092 | 2.722392 | 12.291178 | 8.262144 | 12.129213 | 8.524386 | -0.439372 | 0.516794 | 0.6333 | 0.6560 | 0.4140 | 6.897933 | 5.734003 |
| 2459579 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.713324 | 2.436136 | 14.140720 | 9.243090 | 13.426892 | 7.284860 | -1.683428 | 3.124219 | 0.6283 | 0.6509 | 0.4191 | 10.487966 | 8.591527 |
| 2459578 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 4.754324 | 4.057116 | 31.244177 | 29.807508 | 8.271887 | 20.659058 | 6.131293 | 13.717098 | 0.7477 | 0.7830 | 0.4113 | nan | nan |
| 2459577 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.041966 | 4.140718 | 10.573406 | 7.949011 | 12.118289 | 6.220137 | -0.929237 | 0.341641 | 0.6295 | 0.6518 | 0.4149 | 5.574012 | 4.985034 |
| 2459576 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.436497 | 3.251695 | 7.948069 | 5.917163 | 11.069843 | 9.089620 | -0.500646 | -0.793155 | 0.6451 | 0.6668 | 0.4247 | 4.474538 | 3.925944 |
| 2459575 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.345155 | 2.794763 | 8.477352 | 6.205157 | 9.593402 | 7.441908 | 6.082505 | 4.189787 | 0.7054 | 0.7243 | 0.3734 | 3.188954 | 2.844540 |
| 2459574 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459573 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.195242 | 3.754919 | 15.133093 | 11.565485 | 13.615954 | 10.924325 | -0.471332 | -0.565073 | 0.6497 | 0.6697 | 0.4195 | -0.000000 | -0.000000 |
| 2459572 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.882036 | 3.219452 | 7.953225 | 5.936707 | 9.385531 | 7.126627 | -2.158991 | -1.896466 | 0.6528 | 0.6739 | 0.4156 | 6.111446 | 5.108125 |
| 2459571 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 4.044510 | 3.747421 | 32.217976 | 31.046541 | 31.741168 | 49.211536 | 4.235902 | 11.852647 | 0.6863 | 0.7201 | 0.3919 | nan | nan |
| 2459570 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459569 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 806.977816 | 446.027117 | inf | inf | -17940.016945 | -9110.039074 | -2437.569322 | -1297.163151 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459566 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.568324 | 3.307842 | 10.831250 | 8.256110 | 11.110703 | 8.607704 | 0.281117 | 0.507839 | 0.6505 | 0.6719 | 0.4268 | 0.000000 | 0.000000 |
| 2459565 | digital_ok | 0.00% | - | - | - | 100.00% | 0.00% | 0.751415 | 0.751415 | 0.674491 | 0.674491 | 0.881824 | 0.881824 | 0.311291 | 0.311291 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | digital_ok | 0.00% | 0.00% | 0.00% | 0.00% | 5.20% | 0.00% | 2.673108 | 0.426898 | 2.523143 | -0.113240 | -0.182441 | -1.787120 | -0.421890 | -0.258415 | 0.6585 | 0.6766 | 0.4248 | 1.838975 | 1.618543 |
| 2459563 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.297140 | 3.582965 | 22.959601 | 17.509670 | 11.930142 | 8.832128 | 1.312920 | 1.585653 | 0.6574 | 0.6769 | 0.4193 | 12.034356 | 10.944508 |
| 2459562 | digital_ok | 0.00% | 0.00% | 0.00% | 0.00% | 4.86% | 0.54% | 1.530109 | -0.309845 | 0.794933 | -0.549310 | -0.538428 | -2.312174 | -0.267551 | -0.332619 | 0.6604 | 0.6828 | 0.4176 | 1.933403 | 1.716533 |
| 2459561 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459560 | digital_ok | 0.00% | 0.00% | 0.00% | 0.00% | 4.86% | 1.08% | 1.564069 | 0.082970 | 0.931843 | -0.235755 | -0.247388 | -1.416301 | -0.421862 | -0.490475 | 0.6618 | 0.6815 | 0.4277 | 1.832548 | 1.619188 |
| 2459559 | digital_ok | 0.00% | 0.00% | 0.00% | 0.00% | 5.38% | 1.08% | 2.238700 | 0.540532 | 1.505779 | 0.259782 | -0.024509 | -0.895083 | -0.741673 | -0.707294 | 0.6609 | 0.6838 | 0.4144 | 1.949509 | 1.681098 |
| 2459558 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.256395 | 3.776707 | 12.409082 | 8.999920 | 12.562974 | 8.336820 | -1.223458 | 0.256947 | 0.6674 | 0.6824 | 0.4193 | 8.233819 | 7.291750 |
| 2459557 | digital_ok | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.7997 | 0.8201 | 0.3126 | nan | nan |
| 2459556 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459554 | digital_ok | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.6642 | 0.6848 | 0.4255 | nan | nan |
| 2459553 | digital_ok | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.6629 | 0.6826 | 0.4240 | nan | nan |
| 2459552 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.871526 | 4.833848 | 16.898584 | 13.383240 | 17.857416 | 14.328946 | 1.150143 | 1.209752 | 0.6623 | 0.6823 | 0.4262 | 6.646798 | 6.595797 |
| 2459551 | digital_ok | 0.00% | 0.00% | 0.00% | 0.00% | 5.38% | 0.00% | 1.783911 | 0.122921 | 1.330575 | -0.176266 | -0.230309 | -2.392297 | -1.194308 | -0.725648 | 0.6591 | 0.6844 | 0.4214 | 1.914571 | 1.662003 |
| 2459550 | digital_ok | - | 28.01% | 28.01% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.5191 | 0.5434 | 0.2700 | nan | nan |
| 2459549 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.092653 | 3.461148 | 12.536983 | 9.476043 | 12.528364 | 9.246225 | 0.076458 | 0.981694 | 0.6585 | 0.6835 | 0.4303 | 3.882672 | 3.467219 |
| 2459542 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.915310 | 3.983998 | 24.861907 | 19.602461 | 0.396094 | 0.597627 | -0.816233 | -1.417510 | 0.7307 | 0.7430 | 0.3714 | 8.874498 | 7.846259 |
| 2459541 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459540 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459536 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 9.150366 | 6.003961 | 20.632359 | 16.144825 | 18.751853 | 15.911191 | -2.795622 | -1.854468 | 0.6759 | 0.6962 | 0.4538 | 0.000000 | 0.000000 |
| 2459535 | digital_ok | 0.00% | 0.00% | 0.00% | 0.00% | 98.66% | 1.34% | 2.238114 | 0.629775 | 2.157856 | 0.410406 | 1.371657 | -1.910757 | 0.022507 | 0.698412 | 0.7555 | 0.7531 | 0.3897 | 0.981045 | 0.986500 |
| 2459534 | digital_ok | 0.00% | 0.00% | 0.00% | 0.00% | 97.77% | 2.23% | 1.728787 | 0.126386 | 1.247019 | -0.479147 | -0.532003 | -2.394984 | -1.184236 | 0.513537 | 0.7463 | 0.7426 | 0.3818 | 0.000000 | 0.000000 |
| 2459533 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.825410 | 3.433577 | 12.918367 | 8.547203 | 10.509189 | 6.708729 | -1.790448 | 2.482852 | 0.6598 | 0.6876 | 0.4497 | -0.000000 | -0.000000 |
| 2459532 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 8.090089 | 3.977313 | 16.979096 | 11.009036 | 13.427548 | 8.708716 | -1.973479 | 0.881132 | 0.6733 | 0.6968 | 0.4362 | 12.749201 | 9.382549 |
| 2459530 | digital_ok | 0.00% | 0.00% | 0.00% | 0.00% | 98.82% | 1.18% | 1.658241 | 0.171527 | 1.126903 | -0.232486 | -0.219153 | -2.050765 | -1.076349 | 0.025689 | 0.6881 | 0.7096 | 0.4318 | 0.876246 | 0.874371 |
| 2459527 | digital_ok | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459523 | digital_ok | 100.00% | - | - | - | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459522 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459513 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 4.823295 | 5.043521 | 30.633161 | 29.620273 | 7.240279 | 28.096801 | 4.260160 | 11.045558 | 0.8511 | 0.9015 | 0.2787 | nan | nan |
| 2459508 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.138830 | 1.076211 | 6.306164 | 5.470982 | 5.640692 | 3.546513 | 5.962512 | 6.210354 | 0.9016 | 0.9578 | 0.1953 | 0.000000 | 0.000000 |
| 2459505 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.943487 | 3.421483 | 8.646128 | 6.657138 | 0.816447 | 1.261017 | -0.663260 | 2.454639 | 0.8846 | 0.8578 | 0.2048 | 18.071301 | 15.345374 |
| 2459503 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 7.154524 | 4.376616 | 8.811385 | 7.045140 | 14.674489 | 10.961337 | 0.031011 | 3.267607 | 0.0841 | 0.0522 | 0.0107 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶htmls_to_display = []
for am_html in auto_metric_htmls:
html_to_display = ''
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
htmls_to_display.append(html_to_display)
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Shape | 2.125253 | 2.125253 | 1.479477 | 0.978507 | 0.691952 | 0.018025 | -0.974979 | -2.061312 | -2.094310 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Temporal Variability | 19.002990 | 7.894258 | 9.813615 | 6.136183 | 7.120849 | 15.327270 | 19.002990 | -3.330627 | -3.253614 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Temporal Variability | 27.706286 | 8.917269 | 5.904680 | 7.843514 | 7.396436 | 27.706286 | 22.354325 | -5.850481 | -6.361437 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Temporal Variability | 14.334173 | 4.711100 | 6.755453 | 9.151814 | 11.994085 | 9.537640 | 14.334173 | -3.464171 | -4.017213 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Power | 3.183558 | 3.114200 | 1.422996 | 3.183558 | 1.544169 | 2.526933 | 0.848331 | -2.506157 | -2.359802 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Power | 3.065051 | 1.089983 | 2.868808 | 1.432835 | 3.065051 | 0.674226 | 2.358009 | -1.508923 | -2.312922 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Temporal Variability | 9.870564 | 4.287033 | 6.606163 | 6.282834 | 9.016765 | 6.074191 | 9.870564 | -2.023642 | -2.737763 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Temporal Variability | 12.583027 | 4.748612 | 7.567490 | 8.314535 | 11.629333 | 8.289910 | 12.583027 | -1.724227 | -1.655590 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Power | 12.659009 | 7.915520 | 5.169614 | 12.659009 | 9.288241 | 12.478762 | 7.323153 | -2.735114 | -2.468199 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Shape | 3.770789 | 3.770789 | 1.745169 | 3.382623 | 1.769801 | 2.722607 | 1.203136 | -2.556918 | -2.036552 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Shape | 3.264279 | 1.445181 | 3.264279 | 1.433157 | 2.841894 | 0.713813 | 2.363845 | -1.596803 | -2.149240 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Power | 15.319749 | 5.962984 | 9.223438 | 11.201675 | 15.319749 | 7.544866 | 13.844572 | -3.115506 | -4.090824 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Power | 9.701237 | 4.585520 | 7.256874 | 7.231246 | 9.701237 | 5.607174 | 9.281991 | -2.902987 | -3.823052 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Temporal Variability | 25.733496 | 8.066132 | 5.207964 | 12.629435 | 9.062711 | 25.733496 | 13.750738 | -5.846296 | -4.170765 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Shape | 1.902607 | 1.902607 | 0.438233 | 1.474814 | 0.217345 | 1.120947 | -0.098369 | -1.731432 | -1.263723 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Power | 5.688945 | 4.866117 | 2.220873 | 5.688945 | 3.340927 | 4.556662 | 1.597168 | -2.481416 | -1.520512 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Power | 4.756043 | 1.631290 | 3.045601 | 3.094558 | 4.756043 | 2.154146 | 4.168895 | -1.325280 | -2.053549 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Temporal Variability | 6.265145 | 4.988124 | 2.323404 | 4.462250 | 2.615300 | 6.265145 | 3.143900 | -0.311851 | -0.877321 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Temporal Variability | 5.386604 | 3.934114 | 1.547878 | 3.958467 | 2.154695 | 5.386604 | 2.007533 | -2.042768 | -0.806451 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Shape | 5.458619 | 2.076840 | 5.458619 | 2.881567 | 5.028888 | 2.068890 | 5.338070 | -1.839908 | -2.612064 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Temporal Variability | 18.433649 | 7.707472 | 4.290192 | 14.820424 | 10.885550 | 18.433649 | 7.728460 | -0.809232 | -0.129680 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Temporal Variability | 18.489078 | 8.657105 | 5.147799 | 13.536606 | 9.796709 | 18.489078 | 12.384616 | -0.970480 | -0.362838 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Shape | 5.199561 | 5.199561 | 2.003089 | 4.630290 | 2.581663 | 4.289317 | 1.463785 | -2.900634 | -1.870764 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Power | 7.661878 | 5.554322 | 2.249910 | 7.661878 | 5.058887 | 6.988533 | 3.403835 | -1.920575 | -1.806382 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Power | 33.471305 | 21.960104 | 22.222865 | 33.471305 | 32.431011 | 15.026370 | 16.624972 | 4.343059 | 9.223517 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | Not Found | ee Power | 48.404721 | 40.661855 | 41.293869 | 48.126571 | 48.404721 | 10.274216 | 6.647718 | -0.422762 | -2.147188 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Shape | 4.765708 | 1.932108 | 4.765708 | 1.934018 | 3.830317 | 1.654319 | 3.646438 | -1.349867 | -2.684204 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Power | 34.534966 | 23.549461 | 24.573417 | 34.534966 | 33.370091 | 4.821457 | 5.818933 | 16.769556 | 31.641247 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Power | 21.689542 | 7.913640 | 4.526074 | 21.689542 | 15.673352 | 18.180316 | 12.277817 | -3.306108 | -0.531725 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Power | 47.678131 | 25.673673 | 26.057194 | 47.678131 | 46.351135 | 14.835565 | 15.845342 | -3.539678 | 1.063477 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Power | 61.693552 | 49.747414 | 49.903270 | 60.090713 | 61.693552 | 33.207849 | 28.248428 | 7.610808 | 0.079520 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Power | 65.025703 | 28.621684 | 29.685082 | 65.025703 | 62.336802 | 19.431784 | 21.637120 | 2.148198 | 12.570610 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Power | 20.051653 | 7.660762 | 3.516094 | 20.051653 | 13.876717 | 15.909406 | 9.290583 | -4.048771 | -2.991025 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Power | 5.634318 | 1.838641 | 4.320844 | 3.454581 | 5.634318 | 2.938026 | 5.175233 | -1.650815 | -1.859276 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Power | 33.830577 | 24.290921 | 23.562108 | 32.517584 | 33.830577 | 20.693098 | 14.805891 | -1.429566 | -3.896994 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Power | 34.314030 | 21.712940 | 21.282428 | 33.160851 | 34.314030 | 7.818190 | 5.371104 | -3.571871 | -4.843128 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Power | 37.091775 | 28.228211 | 27.514769 | 35.536461 | 37.091775 | 12.724104 | 8.225904 | -1.220187 | -0.871379 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Temporal Variability | 22.720766 | 3.497579 | 7.961361 | 10.150854 | 15.269094 | 15.395719 | 22.720766 | -1.957402 | -2.066352 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Power | 34.366226 | 21.219356 | 21.741493 | 34.366226 | 33.245417 | 8.166911 | 12.162840 | 3.553533 | 2.404762 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Power | 35.710436 | 19.722717 | 19.326386 | 34.334813 | 35.710436 | 25.241186 | 15.575435 | 1.177705 | -0.834064 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | nn Temporal Variability | 26.632367 | 14.755954 | 14.469089 | 25.627507 | 26.597100 | 26.632367 | 15.857793 | -1.346051 | -3.648985 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Power | 32.340105 | 21.176249 | 20.729331 | 31.255062 | 32.340105 | 17.065689 | 13.842482 | -0.800050 | -6.304985 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | nn Temporal Variability | 35.647628 | 17.073642 | 17.041782 | 28.965234 | 29.820108 | 35.647628 | 25.969548 | -1.902304 | -3.164630 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Power | 15.620697 | 9.534306 | 5.730222 | 15.620697 | 11.597104 | 14.801969 | 9.905194 | -3.569672 | -3.094574 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | nn Temporal Variability | 52.927284 | 14.860427 | 15.110756 | 31.609105 | 30.399801 | 31.579213 | 52.927284 | -0.254489 | 3.011919 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | nn Temporal Variability | 59.086941 | 16.916318 | 16.428319 | 26.132907 | 27.316986 | 59.086941 | 34.343962 | 2.667064 | -1.486164 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Power | 36.076874 | 18.703539 | 19.441335 | 36.076874 | 33.990871 | 16.733770 | 27.756382 | 1.248142 | 16.538446 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Power | 27.911152 | 18.378174 | 19.045730 | 27.911152 | 26.648069 | 13.503720 | 25.908494 | -1.957618 | 3.476835 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | nn Temporal Variability | 39.209861 | 16.610218 | 17.126565 | 27.480550 | 26.230488 | 22.073758 | 39.209861 | -1.592379 | 5.241285 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Temporal Variability | 17.895929 | 7.829942 | 4.356758 | 16.399322 | 11.511763 | 17.895929 | 11.411941 | -3.593376 | -2.249538 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Power | 32.706326 | 21.967661 | 21.156668 | 31.210419 | 32.706326 | 23.409437 | 15.004830 | 6.616689 | 6.026658 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Power | 16.397253 | 5.492453 | 8.071055 | 12.041942 | 16.397253 | 10.394693 | 14.524042 | -0.808370 | -0.687031 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Power | 17.043470 | 5.322780 | 5.404056 | 16.270615 | 17.043470 | 1.544064 | 0.494500 | 2.821944 | -0.000418 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | nn Temporal Variability | 23.731670 | 5.307452 | 5.285233 | 20.170810 | 20.954607 | 23.731670 | 11.759541 | 8.642974 | 1.840033 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Shape | 1.215279 | 1.070853 | 1.215279 | -0.565359 | -0.400899 | -0.846973 | -0.434733 | -2.242935 | -2.804258 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | nn Temporal Variability | 24.303214 | 4.347841 | 4.482894 | 17.738731 | 18.045627 | 24.303214 | 16.924943 | -0.953256 | -2.283112 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Power | 42.895486 | 18.699056 | 18.007325 | 40.814990 | 42.895486 | 17.264044 | 8.100637 | 17.209938 | 4.793968 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Power | 54.490003 | 16.576888 | 15.767370 | 51.417834 | 54.490003 | 8.250393 | 1.531891 | -4.575288 | -8.234452 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Power | 15.952709 | 3.967256 | 1.795046 | 15.952709 | 10.526185 | 4.508671 | 3.945401 | -3.985674 | 1.488579 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Power | 7.853506 | 1.891537 | 4.032938 | 5.111914 | 7.853506 | 3.635152 | 4.345653 | -1.817717 | -2.216895 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Temporal Discontinuties | 16215.789562 | 5257.334802 | 5257.334802 | 4907.870816 | 4907.870816 | 3320.613844 | 3320.613844 | 16215.789562 | 16215.789562 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | nn Temporal Discontinuties | 3679.198793 | 1007.303184 | 1007.303184 | 904.289349 | 904.289349 | 922.067664 | 922.067664 | 3679.198793 | 3679.198793 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Temporal Discontinuties | 2392.411631 | 749.362140 | 749.362140 | 727.851561 | 727.851561 | 722.195645 | 722.195645 | 2392.411631 | 2392.411631 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | N15 | digital_ok | ee Temporal Variability | 12.925174 | 4.598842 | 8.136144 | 7.487507 | 10.735029 | 8.463821 | 12.925174 | -1.192994 | -2.237165 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | 15 | digital_ok | ee Temporal Discontinuties | 16.969504 | 4.584112 | 1.466264 | 16.318118 | 11.246586 | 14.542955 | 7.423054 | 16.969504 | 11.692618 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | 15 | digital_ok | ee Power | 8.097020 | 3.694508 | 1.918126 | 8.097020 | 5.340384 | 4.383803 | 3.060834 | 6.487877 | 5.798834 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | 15 | digital_ok | ee Power | 17.247094 | 4.760163 | 2.123818 | 17.247094 | 11.245736 | 5.258814 | 2.019694 | -4.419598 | 6.475710 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | 15 | digital_ok | ee Power | 18.503796 | 6.155401 | 2.719858 | 18.503796 | 12.426537 | 9.043294 | 4.460922 | -5.803813 | -0.953754 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | 15 | digital_ok | ee Temporal Variability | 14.191626 | 4.778129 | 2.849284 | 11.306221 | 7.787395 | 14.191626 | 11.669252 | -3.520300 | -0.261398 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | 15 | digital_ok | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | 15 | digital_ok | ee Power | 14.915675 | 3.313748 | 4.758845 | 10.598075 | 14.915675 | -0.144663 | -3.621607 | -6.963108 | -10.722915 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | 15 | digital_ok | ee Power | 11.311531 | 2.640959 | 5.052879 | 7.993824 | 11.311531 | 3.258515 | 6.444313 | -0.876053 | -1.153095 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | 15 | digital_ok | ee Power | 10.508905 | 3.090340 | 6.087956 | 7.442016 | 10.508905 | 3.386954 | 6.667804 | -0.720246 | -0.602652 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | 15 | digital_ok | ee Power | 14.391616 | 6.089184 | 3.210377 | 14.391616 | 9.924246 | 4.158524 | 1.946609 | -0.905360 | 0.377334 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | 15 | digital_ok | ee Power | 16.020405 | 3.000845 | 6.008691 | 10.686704 | 16.020405 | 6.888285 | 9.109449 | -1.583838 | -2.039015 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | 15 | digital_ok | ee Temporal Variability | 14.105318 | 5.737964 | 2.895208 | 13.531726 | 9.303690 | 14.105318 | 9.642481 | -1.060788 | -0.581547 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | 15 | digital_ok | ee Power | 14.786855 | 3.408399 | 6.421914 | 10.106346 | 14.786855 | 5.857369 | 9.243489 | -1.679760 | -1.919384 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | 15 | digital_ok | ee Temporal Variability | 19.944456 | 8.506235 | 4.666590 | 14.771814 | 10.144735 | 19.944456 | 14.405625 | -1.125461 | -0.659415 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | 15 | digital_ok | ee Power | 14.946260 | 2.885071 | 5.485355 | 10.008532 | 14.946260 | 3.748559 | 6.335574 | -1.038024 | -0.926073 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | 15 | digital_ok | ee Temporal Variability | 20.754795 | 5.039904 | 7.967852 | 9.283516 | 13.127406 | 15.975826 | 20.754795 | -2.511709 | -3.212861 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | 15 | digital_ok | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | 15 | digital_ok | ee Power | 71.830420 | 21.686679 | 20.496844 | 68.262555 | 71.830420 | 12.935142 | 9.013571 | 11.145615 | 3.897953 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | 15 | digital_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | 15 | digital_ok | ee Power | 15.119954 | 7.040662 | 3.563579 | 15.119954 | 10.534391 | 9.438570 | 7.807302 | -4.989391 | -3.142442 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | 15 | digital_ok | nn Temporal Variability | 10.113524 | 1.255171 | 1.204030 | 1.441237 | -0.730739 | 6.546552 | 10.113524 | 2.971010 | 1.050832 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | 15 | digital_ok | ee Temporal Variability | 36.320066 | 4.976512 | 9.141005 | 16.718095 | 24.252655 | 25.681091 | 36.320066 | -1.364169 | -1.919539 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | 15 | digital_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | 15 | digital_ok | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | 15 | digital_ok | ee Temporal Variability | 21.831502 | 6.407349 | 3.501580 | 18.632134 | 12.710437 | 21.831502 | 15.616475 | 2.107693 | 0.089064 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | 15 | digital_ok | ee Temporal Variability | 21.662510 | 3.902108 | 7.133568 | 10.283442 | 14.924652 | 15.530970 | 21.662510 | -2.976154 | -3.893185 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | 15 | digital_ok | ee Temporal Variability | 14.241922 | 3.392738 | 6.139808 | 8.272029 | 11.755314 | 10.648860 | 14.241922 | -3.243958 | -4.744278 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | 15 | digital_ok | ee Temporal Variability | 19.320115 | 4.557880 | 7.284896 | 12.222399 | 17.468367 | 14.124213 | 19.320115 | 3.061250 | 8.968434 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | 15 | digital_ok | ee Temporal Variability | 18.737890 | 4.499928 | 7.703270 | 9.099794 | 13.241143 | 13.914927 | 18.737890 | -3.183537 | -4.085877 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | 15 | digital_ok | ee Power | 68.746394 | 25.733973 | 26.781593 | 68.746394 | 65.190472 | 12.561523 | 16.170028 | 2.192040 | 6.261303 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | 15 | digital_ok | ee Temporal Variability | 18.672668 | 4.619780 | 8.062606 | 8.971666 | 12.671817 | 13.920382 | 18.672668 | -0.887483 | -0.390773 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | 15 | digital_ok | ee Temporal Variability | 18.752188 | 8.510695 | 5.224359 | 16.481771 | 11.109247 | 18.752188 | 13.756366 | -0.470814 | -1.534726 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | 15 | digital_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 170 | 15 | digital_ok | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |